Pathway Name Avg Num Perturbations Total Perturbations Num Entities Min Mean Truth Max Mean Truth Min Mean Within Max Mean Within Min Mean Any Max Mean Within IL4-mediated signaling events 10.0 931.0 91.0 -0.577 0.474 1000.0 -1000.0 -0.125 -1000.0 TCGA08_p53 10.0 72.0 7.0 -0.066 0.031 1000.0 -1000.0 -0.016 -1000.0 Signaling mediated by p38-alpha and p38-beta 10.0 476.0 44.0 -0.119 0.032 1000.0 -1000.0 -0.03 -1000.0 Endothelins 7.0 705.0 96.0 -0.114 0.031 1000.0 -1000.0 -0.044 -1000.0 Syndecan-4-mediated signaling events 6.0 417.0 67.0 -0.053 0.046 1000.0 -1000.0 -0.034 -1000.0 IL12-mediated signaling events 5.0 437.0 87.0 -0.227 0.037 1000.0 -1000.0 -0.086 -1000.0 Signaling events mediated by the Hedgehog family 5.0 280.0 52.0 -0.081 0.045 1000.0 -1000.0 -0.036 -1000.0 FOXA2 and FOXA3 transcription factor networks 5.0 246.0 46.0 -0.278 0.034 1000.0 -1000.0 -0.101 -1000.0 Ephrin B reverse signaling 5.0 266.0 48.0 -0.102 0.063 1000.0 -1000.0 -0.03 -1000.0 BCR signaling pathway 5.0 511.0 99.0 -0.11 0.032 1000.0 -1000.0 -0.053 -1000.0 IL23-mediated signaling events 5.0 300.0 60.0 -0.299 0.035 1000.0 -1000.0 -0.116 -1000.0 Osteopontin-mediated events 4.0 175.0 38.0 -0.081 0.05 1000.0 -1000.0 -0.031 -1000.0 Thromboxane A2 receptor signaling 4.0 438.0 105.0 -0.079 0.032 1000.0 -1000.0 -0.036 -1000.0 Glypican 1 network 4.0 221.0 48.0 -0.063 0.05 1000.0 -1000.0 -0.034 -1000.0 Fc-epsilon receptor I signaling in mast cells 4.0 455.0 97.0 -0.179 0.064 1000.0 -1000.0 -0.058 -1000.0 Glucocorticoid receptor regulatory network 4.0 472.0 114.0 -0.233 0.127 1000.0 -1000.0 -0.046 -1000.0 Reelin signaling pathway 4.0 228.0 56.0 -0.054 0.074 1000.0 -1000.0 -0.041 -1000.0 TCR signaling in naïve CD8+ T cells 4.0 454.0 93.0 -0.059 0.052 1000.0 -1000.0 -0.047 -1000.0 EGFR-dependent Endothelin signaling events 4.0 100.0 21.0 -0.05 0.04 1000.0 -1000.0 -0.04 -1000.0 Plasma membrane estrogen receptor signaling 4.0 424.0 86.0 -0.069 0.066 1000.0 -1000.0 -0.041 -1000.0 PDGFR-beta signaling pathway 4.0 414.0 97.0 -0.071 0.072 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 345.0 78.0 -0.238 0.037 1000.0 -1000.0 -0.055 -1000.0 HIF-1-alpha transcription factor network 3.0 255.0 76.0 -0.12 0.035 1000.0 -1000.0 -0.094 -1000.0 Arf6 signaling events 3.0 199.0 62.0 -0.057 0.073 1000.0 -1000.0 -0.043 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 185.0 61.0 -0.057 0.066 1000.0 -1000.0 -0.042 -1000.0 p75(NTR)-mediated signaling 3.0 494.0 125.0 -0.086 0.079 1000.0 -1000.0 -0.069 -1000.0 BMP receptor signaling 3.0 269.0 81.0 -0.062 0.06 1000.0 -1000.0 -0.04 -1000.0 IL1-mediated signaling events 3.0 237.0 62.0 -0.04 0.124 1000.0 -1000.0 -0.067 -1000.0 FAS signaling pathway (CD95) 3.0 144.0 47.0 -0.094 0.047 1000.0 -1000.0 -0.044 -1000.0 Retinoic acid receptors-mediated signaling 3.0 195.0 58.0 -0.08 0.045 1000.0 -1000.0 -0.041 -1000.0 EPHB forward signaling 3.0 258.0 85.0 -0.055 0.107 1000.0 -1000.0 -0.061 -1000.0 Wnt signaling 3.0 23.0 7.0 -0.036 0.026 1000.0 -1000.0 -0.017 -1000.0 LPA receptor mediated events 3.0 357.0 102.0 -0.081 0.039 1000.0 -1000.0 -0.066 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 250.0 68.0 -0.135 0.06 1000.0 -1000.0 -0.081 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 3.0 86.0 27.0 -0.05 0.039 1000.0 -1000.0 -0.036 -1000.0 Class I PI3K signaling events 3.0 280.0 73.0 -0.052 0.034 1000.0 -1000.0 -0.036 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 3.0 391.0 120.0 -0.069 0.081 1000.0 -1000.0 -0.057 -1000.0 ErbB2/ErbB3 signaling events 2.0 154.0 65.0 -0.035 0.055 1000.0 -1000.0 -0.082 -1000.0 Caspase cascade in apoptosis 2.0 221.0 74.0 -0.063 0.05 1000.0 -1000.0 -0.042 -1000.0 Coregulation of Androgen receptor activity 2.0 159.0 76.0 -0.13 0.059 1000.0 -1000.0 -0.028 -1000.0 Noncanonical Wnt signaling pathway 2.0 56.0 26.0 -0.041 0.04 1000.0 -1000.0 -0.04 -1000.0 Syndecan-2-mediated signaling events 2.0 200.0 69.0 -0.016 0.058 1000.0 -1000.0 -0.05 -1000.0 Cellular roles of Anthrax toxin 2.0 116.0 39.0 -0.029 0.036 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by PTP1B 2.0 193.0 76.0 -0.033 0.055 1000.0 -1000.0 -0.037 -1000.0 EPO signaling pathway 2.0 131.0 55.0 -0.048 0.066 1000.0 -1000.0 -0.042 -1000.0 mTOR signaling pathway 2.0 152.0 53.0 -0.065 0.032 1000.0 -1000.0 -0.034 -1000.0 amb2 Integrin signaling 2.0 193.0 82.0 -0.054 0.063 1000.0 -1000.0 -0.042 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 141.0 68.0 -0.045 0.049 1000.0 -1000.0 -0.035 -1000.0 Ceramide signaling pathway 2.0 187.0 76.0 -0.043 0.074 1000.0 -1000.0 -0.034 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 187.0 82.0 -0.043 0.059 1000.0 -1000.0 -0.048 -1000.0 S1P1 pathway 2.0 79.0 36.0 -0.044 0.048 1000.0 -1000.0 -0.033 -1000.0 Syndecan-3-mediated signaling events 2.0 91.0 35.0 -0.016 0.066 1000.0 -1000.0 -0.021 -1000.0 IL2 signaling events mediated by PI3K 2.0 122.0 58.0 -0.049 0.044 1000.0 -1000.0 -0.04 -1000.0 Canonical Wnt signaling pathway 2.0 140.0 51.0 -0.059 0.097 1000.0 -1000.0 -0.044 -1000.0 Regulation of p38-alpha and p38-beta 2.0 126.0 54.0 -0.063 0.056 1000.0 -1000.0 -0.042 -1000.0 Effects of Botulinum toxin 2.0 70.0 26.0 -0.076 0.053 1000.0 -1000.0 -0.014 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 70.0 31.0 -0.017 0.032 1000.0 -1000.0 -0.041 -1000.0 Nongenotropic Androgen signaling 2.0 149.0 52.0 -0.039 0.065 1000.0 -1000.0 -0.033 -1000.0 IL27-mediated signaling events 2.0 106.0 51.0 -0.175 0.067 1000.0 -1000.0 -0.056 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 172.0 76.0 -0.032 0.069 1000.0 -1000.0 -0.058 -1000.0 IL2 signaling events mediated by STAT5 2.0 44.0 22.0 -0.054 0.033 1000.0 -1000.0 -0.035 -1000.0 TCGA08_retinoblastoma 2.0 18.0 8.0 -0.005 0.035 1000.0 -1000.0 -0.005 -1000.0 Insulin Pathway 2.0 155.0 74.0 -0.06 0.079 1000.0 -1000.0 -0.048 -1000.0 VEGFR1 specific signals 2.0 124.0 56.0 -0.01 0.093 1000.0 -1000.0 -0.04 -1000.0 S1P3 pathway 2.0 91.0 42.0 -0.023 0.049 1000.0 -1000.0 -0.026 -1000.0 Angiopoietin receptor Tie2-mediated signaling 2.0 188.0 88.0 -0.073 0.087 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by PRL 2.0 81.0 34.0 -0.029 0.074 1000.0 -1000.0 -0.033 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.02 0.02 1000.0 -1000.0 -0.019 -1000.0 S1P4 pathway 2.0 59.0 25.0 -0.009 0.05 1000.0 -1000.0 -0.024 -1000.0 Regulation of Androgen receptor activity 2.0 166.0 70.0 -0.201 0.061 1000.0 -1000.0 -0.042 -1000.0 Aurora B signaling 2.0 139.0 67.0 -0.183 0.068 1000.0 -1000.0 -0.04 -1000.0 LPA4-mediated signaling events 1.0 16.0 12.0 -0.027 0.012 1000.0 -1000.0 -0.026 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 166.0 136.0 -0.093 0.055 1000.0 -1000.0 -0.044 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 67.0 34.0 -0.038 0.086 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class II 1.0 87.0 75.0 -0.042 0.088 1000.0 -1000.0 -0.031 -1000.0 ErbB4 signaling events 1.0 127.0 69.0 -0.041 0.063 1000.0 -1000.0 -0.041 -1000.0 BARD1 signaling events 1.0 67.0 57.0 -0.03 0.07 1000.0 -1000.0 -0.041 -1000.0 Syndecan-1-mediated signaling events 1.0 58.0 34.0 -0.022 0.041 1000.0 -1000.0 -0.039 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 1.0 100.0 54.0 -0.052 0.047 1000.0 -1000.0 -0.054 -1000.0 Ephrin A reverse signaling 1.0 10.0 7.0 -0.032 0.041 1000.0 -1000.0 -0.019 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 28.0 17.0 -0.013 0.063 1000.0 -1000.0 -0.031 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 6.0 5.0 0.014 0.046 1000.0 -1000.0 0.023 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 166.0 85.0 -0.039 0.073 1000.0 -1000.0 -0.038 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 112.0 65.0 -0.046 0.043 1000.0 -1000.0 -0.047 -1000.0 Arf6 downstream pathway 1.0 56.0 43.0 -0.043 0.044 1000.0 -1000.0 -0.027 -1000.0 PLK1 signaling events 1.0 165.0 85.0 -0.018 0.062 1000.0 -1000.0 -0.028 -1000.0 Insulin-mediated glucose transport 1.0 48.0 32.0 -0.147 0.047 1000.0 -1000.0 -0.029 -1000.0 PDGFR-alpha signaling pathway 1.0 48.0 44.0 -0.016 0.072 1000.0 -1000.0 -0.033 -1000.0 IFN-gamma pathway 1.0 129.0 68.0 -0.058 0.062 1000.0 -1000.0 -0.055 -1000.0 Nectin adhesion pathway 1.0 116.0 63.0 -0.017 0.068 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by HDAC Class III 1.0 46.0 40.0 -0.054 0.057 1000.0 -1000.0 -0.036 -1000.0 TRAIL signaling pathway 1.0 77.0 48.0 -0.029 0.053 1000.0 -1000.0 -0.031 -1000.0 S1P5 pathway 1.0 27.0 17.0 -0.01 0.031 1000.0 -1000.0 -0.007 -1000.0 ceramide signaling pathway 1.0 60.0 49.0 -0.009 0.055 1000.0 -1000.0 -0.041 -1000.0 HIF-2-alpha transcription factor network 1.0 50.0 43.0 -0.064 0.066 1000.0 -1000.0 -0.042 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 118.0 83.0 -0.071 0.053 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class I 1.0 130.0 104.0 -0.06 0.069 1000.0 -1000.0 -0.038 -1000.0 FoxO family signaling 1.0 87.0 64.0 -0.042 0.066 1000.0 -1000.0 -0.06 -1000.0 Integrins in angiogenesis 1.0 146.0 84.0 -0.056 0.078 1000.0 -1000.0 -0.031 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 72.0 45.0 -0.04 0.078 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 134.0 125.0 -0.029 0.101 1000.0 -1000.0 -0.042 -1000.0 TCGA08_rtk_signaling 1.0 39.0 26.0 -0.03 0.067 1000.0 -1000.0 -0.009 -1000.0 IL6-mediated signaling events 1.0 102.0 75.0 -0.036 0.076 1000.0 -1000.0 -0.054 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 99.0 74.0 -0.055 0.073 1000.0 -1000.0 -0.061 -1000.0 Arf6 trafficking events 1.0 100.0 71.0 -0.05 0.053 1000.0 -1000.0 -0.035 -1000.0 Regulation of Telomerase 1.0 159.0 102.0 -0.056 0.053 1000.0 -1000.0 -0.042 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 48.0 33.0 -0.017 0.068 1000.0 -1000.0 -0.03 -1000.0 Visual signal transduction: Rods 1.0 66.0 52.0 -0.045 0.065 1000.0 -1000.0 -0.024 -1000.0 FOXM1 transcription factor network 1.0 86.0 51.0 -0.156 0.035 1000.0 -1000.0 -0.141 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.019 0.052 1000.0 -1000.0 0.021 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 29.0 17.0 -0.003 0.04 1000.0 -1000.0 -0.024 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 4.0 23.0 -0.002 0.034 1000.0 -1000.0 -0.024 -1000.0 Canonical NF-kappaB pathway 0.0 29.0 39.0 -0.015 0.063 1000.0 -1000.0 -0.034 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 26.0 28.0 -0.025 0.051 1000.0 -1000.0 -0.03 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 -0.018 -1000.0 1000.0 -1000.0 -0.028 -1000.0 Visual signal transduction: Cones 0.0 23.0 38.0 -0.011 0.059 1000.0 -1000.0 -0.016 -1000.0 Circadian rhythm pathway 0.0 1.0 22.0 -0.006 0.071 1000.0 -1000.0 -0.044 -1000.0 Aurora A signaling 0.0 37.0 60.0 -0.034 0.084 1000.0 -1000.0 -0.027 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.0 0.04 1000.0 -1000.0 -0.009 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 35.0 37.0 -0.016 0.077 1000.0 -1000.0 -0.025 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 0.0 48.0 52.0 -0.013 0.1 1000.0 -1000.0 -0.033 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 14.0 15.0 -0.032 0.031 1000.0 -1000.0 -0.033 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 21.0 36.0 -0.064 0.067 1000.0 -1000.0 -0.033 -1000.0 Atypical NF-kappaB pathway 0.0 6.0 31.0 -0.014 0.051 1000.0 -1000.0 -0.029 -1000.0 Glypican 2 network 0.0 0.0 4.0 0.032 0.048 1000.0 -1000.0 0.019 -1000.0 IGF1 pathway 0.0 37.0 57.0 -0.04 0.075 1000.0 -1000.0 -0.046 -1000.0 Rapid glucocorticoid signaling 0.0 0.0 20.0 -0.0 0.038 1000.0 -1000.0 -0.0 -1000.0 E-cadherin signaling in keratinocytes 0.0 28.0 43.0 -0.036 0.086 1000.0 -1000.0 -0.031 -1000.0 p38 MAPK signaling pathway 0.0 30.0 44.0 -0.025 0.067 1000.0 -1000.0 -0.022 -1000.0 Arf1 pathway 0.0 40.0 54.0 -0.013 0.064 1000.0 -1000.0 -0.02 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.085 1000.0 -1000.0 -0.0 -1000.0 Total 270 19912 7203 -8.14563478259 -992.049761504 131000 -131000 -5.15389426406 -131000